Overview
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 1419910 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 136643 |
| Duplicate rows (%) | 9.6% |
| Total size in memory | 270.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 19 |
is_Origination_channel_tpo has constant value "0.0" | Constant |
| Dataset has 136643 (9.6%) duplicate rows | Duplicates |
CLoan_to_value is highly overall correlated with Mortgage_Insurance and 2 other fields | High correlation |
Mortgage_Insurance is highly overall correlated with CLoan_to_value and 2 other fields | High correlation |
OLoan_to_value is highly overall correlated with CLoan_to_value and 2 other fields | High correlation |
is_First_time_homeowner is highly overall correlated with is_First_time_homeowner_No and 1 other fields | High correlation |
is_First_time_homeowner_No is highly overall correlated with is_First_time_homeowner and 1 other fields | High correlation |
is_Loan_purpose_cash is highly overall correlated with is_Loan_purpose_purc | High correlation |
is_Loan_purpose_noca is highly overall correlated with is_Loan_purpose_purc | High correlation |
is_Loan_purpose_purc is highly overall correlated with CLoan_to_value and 6 other fields | High correlation |
is_Occupancy_status_inve is highly overall correlated with is_Occupancy_status_prim | High correlation |
is_Occupancy_status_prim is highly overall correlated with is_Occupancy_status_inve and 1 other fields | High correlation |
is_Occupancy_status_seco is highly overall correlated with is_Occupancy_status_prim | High correlation |
is_Origination_channel_corr is highly overall correlated with is_Origination_channel_reta | High correlation |
is_Origination_channel_reta is highly overall correlated with is_Origination_channel_corr | High correlation |
is_Property_type_pud is highly overall correlated with is_Property_type_sing | High correlation |
is_Property_type_sing is highly overall correlated with is_Property_type_pud | High correlation |
is_Occupancy_status_prim is highly imbalanced (59.5%) | Imbalance |
is_Occupancy_status_inve is highly imbalanced (69.2%) | Imbalance |
is_Occupancy_status_seco is highly imbalanced (82.8%) | Imbalance |
is_Origination_channel_brok is highly imbalanced (50.9%) | Imbalance |
is_Property_type_cond is highly imbalanced (63.3%) | Imbalance |
is_Property_type_coop is highly imbalanced (98.7%) | Imbalance |
is_Property_type_manu is highly imbalanced (95.5%) | Imbalance |
DFlag is highly imbalanced (82.6%) | Imbalance |
Mortgage_Insurance has 958785 (67.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-12-05 03:39:29.883467 |
|---|---|
| Analysis finished | 2025-12-05 03:40:23.372159 |
| Duration | 53.49 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Credit_Score
Real number (ℝ)
| Distinct | 524 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.6894518 × 10-16 |
| Minimum | -14.74573 |
|---|---|
| Maximum | 1.3256295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 607258 |
| Negative (%) | 42.8% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -14.74573 |
|---|---|
| 5-th percentile | -2.0203309 |
| Q1 | -0.57888198 |
| median | 0.22301507 |
| Q3 | 0.80933917 |
| 95-th percentile | 1.21584 |
| Maximum | 1.3256295 |
| Range | 16.071359 |
| Interquartile range (IQR) | 1.3882212 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.7104307 × 1015 |
| Kurtosis | 0.017736332 |
| Mean | -3.6894518 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6661343 |
| Skewness | -0.8273442 |
| Sum | -5.0567905 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.215839996 | 11660 | 0.8% |
| 1.139468848 | 10846 | 0.8% |
| 1.177654422 | 10821 | 0.8% |
| 1.101283274 | 10805 | 0.8% |
| 1.024912126 | 10693 | 0.8% |
| 0.9485409778 | 10396 | 0.7% |
| 0.9867265518 | 9915 | 0.7% |
| 1.292211144 | 9817 | 0.7% |
| 1.0630977 | 9812 | 0.7% |
| 1.25402557 | 9629 | 0.7% |
| Other values (514) | 1315516 |
| Value | Count | Frequency (%) |
| -14.74572994 | 1 | < 0.1% |
| -6.878595643 | 1 | < 0.1% |
| -4.430030221 | 1 | < 0.1% |
| -3.74399978 | 1 | < 0.1% |
| -3.705002631 | 10 | < 0.1% |
| -3.691573983 | 11 | < 0.1% |
| -3.666005482 | 15 | |
| -3.652707865 | 9 | < 0.1% |
| -3.633727902 | 33 | |
| -3.627008334 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.325629544 | 4399 | |
| 1.325057337 | 7091 | |
| 1.322155214 | 4164 | |
| 1.292211144 | 9817 | |
| 1.288220325 | 7042 | |
| 1.286632395 | 4241 | |
| 1.283289097 | 4183 | |
| 1.25402557 | 9629 | |
| 1.251383313 | 8206 | |
| 1.247635246 | 5112 |
Mortgage_Insurance
Real number (ℝ)
High correlation Zeros
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0596319 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 958785 |
| Zeros (%) | 67.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 12.167109 |
|---|---|
| Coefficient of variation (CV) | 1.5096358 |
| Kurtosis | -0.93771274 |
| Mean | 8.0596319 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.95634713 |
| Sum | 11443952 |
| Variance | 148.03853 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 958785 | |
| 25 | 192277 | 13.5% |
| 30 | 182499 | 12.9% |
| 12 | 60356 | 4.3% |
| 18 | 9751 | 0.7% |
| 6 | 6494 | 0.5% |
| 16 | 6166 | 0.4% |
| 35 | 3520 | 0.2% |
| 20 | 27 | < 0.1% |
| 17 | 8 | < 0.1% |
| Other values (15) | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 958785 | |
| 6 | 6494 | 0.5% |
| 10 | 1 | < 0.1% |
| 12 | 60356 | 4.3% |
| 13 | 1 | < 0.1% |
| 15 | 3 | < 0.1% |
| 16 | 6166 | 0.4% |
| 17 | 8 | < 0.1% |
| 18 | 9751 | 0.7% |
| 20 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 35 | 3520 | 0.2% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 4 | < 0.1% |
| 30 | 182499 |
Number_of_units
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6397563 × 10-16 |
| Minimum | -0.13364156 |
|---|---|
| Maximum | 14.170713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1391363 |
| Negative (%) | 98.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.13364156 |
|---|---|
| 5-th percentile | -0.13364156 |
| Q1 | -0.13364156 |
| median | -0.12920909 |
| Q3 | -0.12333579 |
| 95-th percentile | -0.1232318 |
| Maximum | 14.170713 |
| Range | 14.304355 |
| Interquartile range (IQR) | 0.010305765 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -6.0984692 × 1015 |
| Kurtosis | 103.53133 |
| Mean | -1.6397563 × 10-16 |
| Median Absolute Deviation (MAD) | 0.0044324623 |
| Skewness | 9.505424 |
| Sum | -2.1282176 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1292090949 | 515247 | |
| -0.1336415571 | 401795 | |
| -0.1233357922 | 237293 | |
| -0.1232317996 | 237028 | |
| 4.637431713 | 7918 | 0.6% |
| 4.27802285 | 6425 | 0.5% |
| 4.485527017 | 3155 | 0.2% |
| 4.443946319 | 3094 | 0.2% |
| 9.40407252 | 1698 | 0.1% |
| 8.689687258 | 1498 | 0.1% |
| Other values (6) | 4759 | 0.3% |
| Value | Count | Frequency (%) |
| -0.1336415571 | 401795 | |
| -0.1292090949 | 515247 | |
| -0.1233357922 | 237293 | |
| -0.1232317996 | 237028 | |
| 4.27802285 | 6425 | 0.5% |
| 4.443946319 | 3094 | 0.2% |
| 4.485527017 | 3155 | 0.2% |
| 4.637431713 | 7918 | 0.6% |
| 8.689687258 | 1498 | 0.1% |
| 9.011124438 | 804 | 0.1% |
| Value | Count | Frequency (%) |
| 14.17071333 | 980 | 0.1% |
| 13.70325264 | 590 | < 0.1% |
| 13.57830256 | 605 | < 0.1% |
| 13.10135167 | 1007 | 0.1% |
| 9.40407252 | 1698 | 0.1% |
| 9.094389826 | 773 | 0.1% |
| 9.011124438 | 804 | 0.1% |
| 8.689687258 | 1498 | 0.1% |
| 4.637431713 | 7918 | |
| 4.485527017 | 3155 | 0.2% |
CLoan_to_value
Real number (ℝ)
High correlation
| Distinct | 103 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.76455404 |
| Minimum | 0.04 |
|---|---|
| Maximum | 1.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | 0.04 |
|---|---|
| 5-th percentile | 0.44 |
| Q1 | 0.69 |
| median | 0.8 |
| Q3 | 0.9 |
| 95-th percentile | 0.95 |
| Maximum | 1.17 |
| Range | 1.13 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.16076872 |
|---|---|
| Coefficient of variation (CV) | 0.21027777 |
| Kurtosis | 0.91379857 |
| Mean | 0.76455404 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.98530322 |
| Sum | 1085597.9 |
| Variance | 0.025846581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8 | 296165 | |
| 0.95 | 200784 | 14.1% |
| 0.9 | 94195 | 6.6% |
| 0.75 | 86399 | 6.1% |
| 0.97 | 57430 | 4.0% |
| 0.7 | 49882 | 3.5% |
| 0.85 | 36465 | 2.6% |
| 0.6 | 28662 | 2.0% |
| 0.79 | 24337 | 1.7% |
| 0.74 | 21907 | 1.5% |
| Other values (93) | 523684 |
| Value | Count | Frequency (%) |
| 0.04 | 2 | < 0.1% |
| 0.05 | 9 | < 0.1% |
| 0.06 | 18 | < 0.1% |
| 0.07 | 27 | < 0.1% |
| 0.08 | 52 | < 0.1% |
| 0.09 | 79 | < 0.1% |
| 0.1 | 117 | |
| 0.11 | 154 | |
| 0.12 | 229 | |
| 0.13 | 245 |
| Value | Count | Frequency (%) |
| 1.17 | 1 | < 0.1% |
| 1.05 | 110 | < 0.1% |
| 1.04 | 229 | < 0.1% |
| 1.03 | 353 | < 0.1% |
| 1.02 | 918 | 0.1% |
| 1.01 | 1164 | 0.1% |
| 1 | 1583 | 0.1% |
| 0.99 | 401 | < 0.1% |
| 0.98 | 272 | < 0.1% |
| 0.97 | 57430 |
Debt_to_income
Real number (ℝ)
| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.631875 |
| Minimum | 1 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 31 |
| median | 38 |
| Q3 | 43 |
| 95-th percentile | 48 |
| Maximum | 54 |
| Range | 53 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.4456777 |
|---|---|
| Coefficient of variation (CV) | 0.23055543 |
| Kurtosis | -0.039179135 |
| Mean | 36.631875 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.6831391 |
| Sum | 52013965 |
| Variance | 71.329471 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 94512 | 6.7% |
| 44 | 89529 | 6.3% |
| 43 | 79430 | 5.6% |
| 42 | 73239 | 5.2% |
| 41 | 68462 | 4.8% |
| 40 | 65315 | 4.6% |
| 39 | 62323 | 4.4% |
| 38 | 59149 | 4.2% |
| 37 | 56326 | 4.0% |
| 36 | 53227 | 3.7% |
| Other values (43) | 718398 |
| Value | Count | Frequency (%) |
| 1 | 92 | < 0.1% |
| 2 | 94 | < 0.1% |
| 3 | 126 | < 0.1% |
| 4 | 197 | < 0.1% |
| 5 | 254 | < 0.1% |
| 6 | 342 | < 0.1% |
| 7 | 453 | < 0.1% |
| 8 | 642 | |
| 9 | 901 | |
| 10 | 1255 |
| Value | Count | Frequency (%) |
| 54 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 51 | 2 | < 0.1% |
| 50 | 31353 | 2.2% |
| 49 | 34237 | 2.4% |
| 48 | 30742 | 2.2% |
| 47 | 30227 | 2.1% |
| 46 | 30844 | 2.2% |
| 45 | 94512 | |
| 44 | 89529 |
OLoan_to_value
Real number (ℝ)
High correlation
| Distinct | 95 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.76162543 |
| Minimum | 0.04 |
|---|---|
| Maximum | 1.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | 0.04 |
|---|---|
| 5-th percentile | 0.44 |
| Q1 | 0.69 |
| median | 0.8 |
| Q3 | 0.9 |
| 95-th percentile | 0.95 |
| Maximum | 1.17 |
| Range | 1.13 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.16116869 |
|---|---|
| Coefficient of variation (CV) | 0.21161149 |
| Kurtosis | 0.86506749 |
| Mean | 0.76162543 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.96906137 |
| Sum | 1081439.6 |
| Variance | 0.025975348 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8 | 298038 | |
| 0.95 | 199435 | 14.0% |
| 0.9 | 88782 | 6.3% |
| 0.75 | 87863 | 6.2% |
| 0.97 | 60372 | 4.3% |
| 0.7 | 50899 | 3.6% |
| 0.85 | 35411 | 2.5% |
| 0.6 | 29478 | 2.1% |
| 0.79 | 24321 | 1.7% |
| 0.74 | 22193 | 1.6% |
| Other values (85) | 523118 |
| Value | Count | Frequency (%) |
| 0.04 | 2 | < 0.1% |
| 0.05 | 9 | < 0.1% |
| 0.06 | 18 | < 0.1% |
| 0.07 | 29 | < 0.1% |
| 0.08 | 53 | < 0.1% |
| 0.09 | 82 | < 0.1% |
| 0.1 | 121 | |
| 0.11 | 156 | |
| 0.12 | 236 | |
| 0.13 | 249 |
| Value | Count | Frequency (%) |
| 1.17 | 1 | < 0.1% |
| 0.97 | 60372 | 4.3% |
| 0.96 | 984 | 0.1% |
| 0.95 | 199435 | |
| 0.94 | 8455 | 0.6% |
| 0.93 | 8778 | 0.6% |
| 0.92 | 8620 | 0.6% |
| 0.91 | 3291 | 0.2% |
| 0.9 | 88782 | |
| 0.89 | 8819 | 0.6% |
Single_borrower
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 723561 | |
| 0.0 | 696349 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 723561 | |
| 0.0 | 696349 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2116259 | |
| . | 1419910 | |
| 1 | 723561 | 17.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2116259 | |
| . | 1419910 | |
| 1 | 723561 | 17.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2116259 | |
| . | 1419910 | |
| 1 | 723561 | 17.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2116259 | |
| . | 1419910 | |
| 1 | 723561 | 17.0% |
is_Loan_purpose_purc
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 730081 | |
| 0.0 | 689829 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 730081 | |
| 0.0 | 689829 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2109739 | |
| . | 1419910 | |
| 1 | 730081 | 17.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2109739 | |
| . | 1419910 | |
| 1 | 730081 | 17.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2109739 | |
| . | 1419910 | |
| 1 | 730081 | 17.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2109739 | |
| . | 1419910 | |
| 1 | 730081 | 17.1% |
is_Loan_purpose_cash
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1024925 | |
| 1.0 | 394985 | 27.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1024925 | |
| 1.0 | 394985 | 27.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2444835 | |
| . | 1419910 | |
| 1 | 394985 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2444835 | |
| . | 1419910 | |
| 1 | 394985 | 9.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2444835 | |
| . | 1419910 | |
| 1 | 394985 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2444835 | |
| . | 1419910 | |
| 1 | 394985 | 9.3% |
is_Loan_purpose_noca
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1125066 | |
| 1.0 | 294844 | 20.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1125066 | |
| 1.0 | 294844 | 20.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2544976 | |
| . | 1419910 | |
| 1 | 294844 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2544976 | |
| . | 1419910 | |
| 1 | 294844 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2544976 | |
| . | 1419910 | |
| 1 | 294844 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2544976 | |
| . | 1419910 | |
| 1 | 294844 | 6.9% |
is_First_time_homeowner
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1069851 | |
| 1.0 | 350059 | 24.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1069851 | |
| 1.0 | 350059 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2489761 | |
| . | 1419910 | |
| 1 | 350059 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2489761 | |
| . | 1419910 | |
| 1 | 350059 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2489761 | |
| . | 1419910 | |
| 1 | 350059 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2489761 | |
| . | 1419910 | |
| 1 | 350059 | 8.2% |
is_First_time_homeowner_No
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1069851 | |
| 0.0 | 350059 | 24.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1069851 | |
| 0.0 | 350059 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1769969 | |
| . | 1419910 | |
| 1 | 1069851 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1769969 | |
| . | 1419910 | |
| 1 | 1069851 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1769969 | |
| . | 1419910 | |
| 1 | 1069851 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1769969 | |
| . | 1419910 | |
| 1 | 1069851 |
is_Occupancy_status_prim
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 | 114771 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1305139 | |
| 0.0 | 114771 | 8.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1305139 | |
| 0.0 | 114771 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1534681 | |
| . | 1419910 | |
| 1 | 1305139 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1534681 | |
| . | 1419910 | |
| 1 | 1305139 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1534681 | |
| . | 1419910 | |
| 1 | 1305139 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1534681 | |
| . | 1419910 | |
| 1 | 1305139 |
is_Occupancy_status_inve
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 78314 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1341596 | |
| 1.0 | 78314 | 5.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1341596 | |
| 1.0 | 78314 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2761506 | |
| . | 1419910 | |
| 1 | 78314 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2761506 | |
| . | 1419910 | |
| 1 | 78314 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2761506 | |
| . | 1419910 | |
| 1 | 78314 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2761506 | |
| . | 1419910 | |
| 1 | 78314 | 1.8% |
is_Occupancy_status_seco
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 36457 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1383453 | |
| 1.0 | 36457 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1383453 | |
| 1.0 | 36457 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2803363 | |
| . | 1419910 | |
| 1 | 36457 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2803363 | |
| . | 1419910 | |
| 1 | 36457 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2803363 | |
| . | 1419910 | |
| 1 | 36457 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2803363 | |
| . | 1419910 | |
| 1 | 36457 | 0.9% |
is_Origination_channel_reta
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 805948 | |
| 0.0 | 613962 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 805948 | |
| 0.0 | 613962 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2033872 | |
| . | 1419910 | |
| 1 | 805948 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2033872 | |
| . | 1419910 | |
| 1 | 805948 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2033872 | |
| . | 1419910 | |
| 1 | 805948 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2033872 | |
| . | 1419910 | |
| 1 | 805948 | 18.9% |
is_Origination_channel_brok
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1268065 | |
| 1.0 | 151845 | 10.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1268065 | |
| 1.0 | 151845 | 10.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2687975 | |
| . | 1419910 | |
| 1 | 151845 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2687975 | |
| . | 1419910 | |
| 1 | 151845 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2687975 | |
| . | 1419910 | |
| 1 | 151845 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2687975 | |
| . | 1419910 | |
| 1 | 151845 | 3.6% |
is_Origination_channel_corr
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 957796 | |
| 1.0 | 462114 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 957796 | |
| 1.0 | 462114 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2377706 | |
| . | 1419910 | |
| 1 | 462114 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2377706 | |
| . | 1419910 | |
| 1 | 462114 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2377706 | |
| . | 1419910 | |
| 1 | 462114 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2377706 | |
| . | 1419910 | |
| 1 | 462114 | 10.8% |
is_Origination_channel_tpo
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1419910 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1419910 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
is_Property_type_cond
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 99729 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1320181 | |
| 1.0 | 99729 | 7.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1320181 | |
| 1.0 | 99729 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2740091 | |
| . | 1419910 | |
| 1 | 99729 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2740091 | |
| . | 1419910 | |
| 1 | 99729 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2740091 | |
| . | 1419910 | |
| 1 | 99729 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2740091 | |
| . | 1419910 | |
| 1 | 99729 | 2.3% |
is_Property_type_coop
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 1647 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1418263 | |
| 1.0 | 1647 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1418263 | |
| 1.0 | 1647 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2838173 | |
| . | 1419910 | |
| 1 | 1647 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2838173 | |
| . | 1419910 | |
| 1 | 1647 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2838173 | |
| . | 1419910 | |
| 1 | 1647 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2838173 | |
| . | 1419910 | |
| 1 | 1647 | < 0.1% |
is_Property_type_manu
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 7052 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1412858 | |
| 1.0 | 7052 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1412858 | |
| 1.0 | 7052 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2832768 | |
| . | 1419910 | |
| 1 | 7052 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2832768 | |
| . | 1419910 | |
| 1 | 7052 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2832768 | |
| . | 1419910 | |
| 1 | 7052 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2832768 | |
| . | 1419910 | |
| 1 | 7052 | 0.2% |
is_Property_type_pud
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1059606 | |
| 1.0 | 360304 | 25.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1059606 | |
| 1.0 | 360304 | 25.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2479516 | |
| . | 1419910 | |
| 1 | 360304 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2479516 | |
| . | 1419910 | |
| 1 | 360304 | 8.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2479516 | |
| . | 1419910 | |
| 1 | 360304 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2479516 | |
| . | 1419910 | |
| 1 | 360304 | 8.5% |
is_Property_type_sing
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 951178 | |
| 0.0 | 468732 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 951178 | |
| 0.0 | 468732 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1888642 | |
| . | 1419910 | |
| 1 | 951178 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1888642 | |
| . | 1419910 | |
| 1 | 951178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1888642 | |
| . | 1419910 | |
| 1 | 951178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1888642 | |
| . | 1419910 | |
| 1 | 951178 |
DFlag
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 36873 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1383037 | |
| 1.0 | 36873 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1383037 | |
| 1.0 | 36873 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Interactions
Correlations
| CLoan_to_value | Credit_Score | DFlag | Debt_to_income | Mortgage_Insurance | Number_of_units | OLoan_to_value | Single_borrower | is_First_time_homeowner | is_First_time_homeowner_No | is_Loan_purpose_cash | is_Loan_purpose_noca | is_Loan_purpose_purc | is_Occupancy_status_inve | is_Occupancy_status_prim | is_Occupancy_status_seco | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_reta | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLoan_to_value | 1.000 | 0.137 | 0.033 | 0.017 | 0.810 | -0.078 | 0.987 | 0.027 | 0.464 | 0.464 | 0.460 | 0.230 | 0.559 | 0.157 | 0.166 | 0.081 | 0.007 | 0.086 | 0.082 | 0.039 | 0.019 | 0.016 | 0.064 | 0.076 |
| Credit_Score | 0.137 | 1.000 | 0.043 | 0.008 | 0.109 | 0.001 | 0.133 | 0.014 | 0.033 | 0.033 | 0.090 | 0.025 | 0.061 | 0.027 | 0.027 | 0.008 | 0.035 | 0.022 | 0.043 | 0.013 | 0.001 | 0.010 | 0.036 | 0.039 |
| DFlag | 0.033 | 0.043 | 1.000 | 0.048 | 0.032 | 0.008 | 0.032 | 0.033 | 0.017 | 0.017 | 0.005 | 0.004 | 0.008 | 0.004 | 0.006 | 0.004 | 0.000 | 0.033 | 0.032 | 0.004 | 0.000 | 0.001 | 0.006 | 0.007 |
| Debt_to_income | 0.017 | 0.008 | 0.048 | 1.000 | 0.016 | -0.057 | 0.017 | 0.049 | 0.018 | 0.018 | 0.026 | 0.067 | 0.039 | 0.057 | 0.061 | 0.030 | 0.040 | 0.020 | 0.038 | 0.027 | 0.008 | 0.016 | 0.028 | 0.037 |
| Mortgage_Insurance | 0.810 | 0.109 | 0.032 | 0.016 | 1.000 | -0.069 | 0.817 | 0.067 | 0.449 | 0.449 | 0.430 | 0.221 | 0.514 | 0.158 | 0.164 | 0.067 | 0.030 | 0.082 | 0.072 | 0.058 | 0.012 | 0.011 | 0.046 | 0.052 |
| Number_of_units | -0.078 | 0.001 | 0.008 | -0.057 | -0.069 | 1.000 | -0.082 | 0.011 | 0.040 | 0.040 | 0.042 | 0.006 | 0.033 | 0.255 | 0.200 | 0.023 | 0.027 | 0.003 | 0.016 | 0.039 | 0.005 | 0.010 | 0.082 | 0.099 |
| OLoan_to_value | 0.987 | 0.133 | 0.032 | 0.017 | 0.817 | -0.082 | 1.000 | 0.023 | 0.464 | 0.464 | 0.451 | 0.233 | 0.560 | 0.154 | 0.162 | 0.081 | 0.007 | 0.082 | 0.078 | 0.040 | 0.019 | 0.015 | 0.059 | 0.072 |
| Single_borrower | 0.027 | 0.014 | 0.033 | 0.049 | 0.067 | 0.011 | 0.023 | 1.000 | 0.025 | 0.025 | 0.012 | 0.012 | 0.001 | 0.015 | 0.000 | 0.021 | 0.005 | 0.002 | 0.000 | 0.072 | 0.009 | 0.003 | 0.025 | 0.017 |
| is_First_time_homeowner | 0.464 | 0.033 | 0.017 | 0.018 | 0.449 | 0.040 | 0.464 | 0.025 | 1.000 | 1.000 | 0.355 | 0.293 | 0.556 | 0.138 | 0.170 | 0.093 | 0.024 | 0.055 | 0.067 | 0.102 | 0.030 | 0.006 | 0.006 | 0.053 |
| is_First_time_homeowner_No | 0.464 | 0.033 | 0.017 | 0.018 | 0.449 | 0.040 | 0.464 | 0.025 | 1.000 | 1.000 | 0.355 | 0.293 | 0.556 | 0.138 | 0.170 | 0.093 | 0.024 | 0.055 | 0.067 | 0.102 | 0.030 | 0.006 | 0.006 | 0.053 |
| is_Loan_purpose_cash | 0.460 | 0.090 | 0.005 | 0.026 | 0.430 | 0.042 | 0.451 | 0.012 | 0.355 | 0.355 | 1.000 | 0.318 | 0.639 | 0.063 | 0.027 | 0.044 | 0.033 | 0.087 | 0.102 | 0.071 | 0.007 | 0.013 | 0.084 | 0.119 |
| is_Loan_purpose_noca | 0.230 | 0.025 | 0.004 | 0.067 | 0.221 | 0.006 | 0.233 | 0.012 | 0.293 | 0.293 | 0.318 | 1.000 | 0.527 | 0.023 | 0.039 | 0.034 | 0.021 | 0.033 | 0.018 | 0.046 | 0.013 | 0.004 | 0.009 | 0.034 |
| is_Loan_purpose_purc | 0.559 | 0.061 | 0.008 | 0.039 | 0.514 | 0.033 | 0.560 | 0.001 | 0.556 | 0.556 | 0.639 | 0.527 | 1.000 | 0.037 | 0.007 | 0.067 | 0.012 | 0.104 | 0.107 | 0.101 | 0.017 | 0.008 | 0.083 | 0.134 |
| is_Occupancy_status_inve | 0.157 | 0.027 | 0.004 | 0.057 | 0.158 | 0.255 | 0.154 | 0.015 | 0.138 | 0.138 | 0.063 | 0.023 | 0.037 | 1.000 | 0.815 | 0.039 | 0.025 | 0.013 | 0.004 | 0.026 | 0.008 | 0.017 | 0.044 | 0.030 |
| is_Occupancy_status_prim | 0.166 | 0.027 | 0.006 | 0.061 | 0.164 | 0.200 | 0.162 | 0.000 | 0.170 | 0.170 | 0.027 | 0.039 | 0.007 | 0.815 | 1.000 | 0.547 | 0.017 | 0.010 | 0.001 | 0.053 | 0.008 | 0.008 | 0.030 | 0.001 |
| is_Occupancy_status_seco | 0.081 | 0.008 | 0.004 | 0.030 | 0.067 | 0.023 | 0.081 | 0.021 | 0.093 | 0.093 | 0.044 | 0.034 | 0.067 | 0.039 | 0.547 | 1.000 | 0.006 | 0.000 | 0.003 | 0.053 | 0.002 | 0.010 | 0.012 | 0.041 |
| is_Origination_channel_brok | 0.007 | 0.035 | 0.000 | 0.040 | 0.030 | 0.027 | 0.007 | 0.005 | 0.024 | 0.024 | 0.033 | 0.021 | 0.012 | 0.025 | 0.017 | 0.006 | 1.000 | 0.240 | 0.396 | 0.034 | 0.008 | 0.016 | 0.000 | 0.016 |
| is_Origination_channel_corr | 0.086 | 0.022 | 0.033 | 0.020 | 0.082 | 0.003 | 0.082 | 0.002 | 0.055 | 0.055 | 0.087 | 0.033 | 0.104 | 0.013 | 0.010 | 0.000 | 0.240 | 1.000 | 0.796 | 0.004 | 0.009 | 0.032 | 0.048 | 0.041 |
| is_Origination_channel_reta | 0.082 | 0.043 | 0.032 | 0.038 | 0.072 | 0.016 | 0.078 | 0.000 | 0.067 | 0.067 | 0.102 | 0.018 | 0.107 | 0.004 | 0.001 | 0.003 | 0.396 | 0.796 | 1.000 | 0.025 | 0.004 | 0.040 | 0.045 | 0.049 |
| is_Property_type_cond | 0.039 | 0.013 | 0.004 | 0.027 | 0.058 | 0.039 | 0.040 | 0.072 | 0.102 | 0.102 | 0.071 | 0.046 | 0.101 | 0.026 | 0.053 | 0.053 | 0.034 | 0.004 | 0.025 | 1.000 | 0.009 | 0.019 | 0.160 | 0.392 |
| is_Property_type_coop | 0.019 | 0.001 | 0.000 | 0.008 | 0.012 | 0.005 | 0.019 | 0.009 | 0.030 | 0.030 | 0.007 | 0.013 | 0.017 | 0.008 | 0.008 | 0.002 | 0.008 | 0.009 | 0.004 | 0.009 | 1.000 | 0.002 | 0.020 | 0.049 |
| is_Property_type_manu | 0.016 | 0.010 | 0.001 | 0.016 | 0.011 | 0.010 | 0.015 | 0.003 | 0.006 | 0.006 | 0.013 | 0.004 | 0.008 | 0.017 | 0.008 | 0.010 | 0.016 | 0.032 | 0.040 | 0.019 | 0.002 | 1.000 | 0.041 | 0.101 |
| is_Property_type_pud | 0.064 | 0.036 | 0.006 | 0.028 | 0.046 | 0.082 | 0.059 | 0.025 | 0.006 | 0.006 | 0.084 | 0.009 | 0.083 | 0.044 | 0.030 | 0.012 | 0.000 | 0.048 | 0.045 | 0.160 | 0.020 | 0.041 | 1.000 | 0.831 |
| is_Property_type_sing | 0.076 | 0.039 | 0.007 | 0.037 | 0.052 | 0.099 | 0.072 | 0.017 | 0.053 | 0.053 | 0.119 | 0.034 | 0.134 | 0.030 | 0.001 | 0.041 | 0.016 | 0.041 | 0.049 | 0.392 | 0.049 | 0.101 | 0.831 | 1.000 |
Missing values
Sample
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.155715 | 0.0 | -0.123232 | 0.68 | 29.0 | 0.68 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | 0.272707 | 0.0 | -0.123232 | 0.80 | 42.0 | 0.80 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 0.038724 | 6.0 | -0.123232 | 0.85 | 28.0 | 0.85 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 3 | 1.013652 | 25.0 | -0.123232 | 0.90 | 44.0 | 0.90 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 4 | -0.468239 | 25.0 | -0.123232 | 0.90 | 35.0 | 0.90 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 5 | -0.390245 | 0.0 | -0.123232 | 0.80 | 39.0 | 0.80 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 6 | 1.169641 | 30.0 | -0.123232 | 0.95 | 40.0 | 0.95 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 7 | 0.779669 | 30.0 | -0.123232 | 0.95 | 40.0 | 0.95 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 8 | 0.116718 | 0.0 | -0.123232 | 0.23 | 49.0 | 0.23 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 9 | 1.208638 | 0.0 | -0.123232 | 0.51 | 43.0 | 0.51 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1419900 | 0.757613 | 0.0 | -0.129209 | 0.80 | 48.0 | 0.80 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419901 | -1.151666 | 0.0 | -0.129209 | 0.80 | 31.0 | 0.80 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419902 | -0.884367 | 0.0 | -0.129209 | 0.77 | 31.0 | 0.77 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419903 | 1.063098 | 0.0 | -0.129209 | 0.80 | 42.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419904 | -0.006098 | 0.0 | -0.129209 | 0.68 | 43.0 | 0.68 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419905 | 0.681242 | 0.0 | -0.129209 | 0.37 | 28.0 | 0.37 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419906 | -0.197026 | 0.0 | -0.129209 | 0.40 | 40.0 | 0.40 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 |
| 1419907 | -1.609892 | 0.0 | -0.129209 | 0.69 | 45.0 | 0.69 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419908 | -1.304408 | 0.0 | -0.129209 | 0.43 | 32.0 | 0.43 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 1419909 | 0.948541 | 0.0 | -0.129209 | 0.63 | 42.0 | 0.63 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
Duplicate rows
Most frequently occurring
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 53950 | 0.184829 | 0.0 | -0.129209 | 0.80 | 44.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 22 |
| 117154 | 1.101283 | 0.0 | -0.129209 | 0.80 | 45.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 20 |
| 56251 | 0.223015 | 0.0 | -0.129209 | 0.80 | 44.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 18 |
| 69433 | 0.413943 | 0.0 | -0.129209 | 0.80 | 45.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 18 |
| 87029 | 0.681242 | 0.0 | -0.129209 | 0.80 | 44.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 17 |
| 92278 | 0.757613 | 0.0 | -0.129209 | 0.80 | 44.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 17 |
| 126877 | 1.214546 | 25.0 | -0.133642 | 0.97 | 43.0 | 0.97 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 17 |
| 74332 | 0.490314 | 0.0 | -0.129209 | 0.80 | 45.0 | 0.80 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16 |
| 81898 | 0.604871 | 0.0 | -0.129209 | 0.80 | 45.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16 |
| 104922 | 0.948541 | 0.0 | -0.129209 | 0.80 | 45.0 | 0.80 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 16 |